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New Insights and Prospects for the Urban-Rural Fringe in the Context of Urban-Rural Integration
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作者 FU Bo GANG Shuang XUE Bing 《Chinese Geographical Science》 2026年第2期191-206,共16页
Promoting urban-rural integration and facilitating the bidirectional flow of urban and rural elements are core spatial objectives in the new era of China.The urban-rural fringe represents the region with the most inte... Promoting urban-rural integration and facilitating the bidirectional flow of urban and rural elements are core spatial objectives in the new era of China.The urban-rural fringe represents the region with the most intense interaction between urban and rural areas,serving as a key zone for breaking down barriers and promoting urban-rural integration.Based on a systematic review of representative case studies and scholarly literature,this paper synthesizes the evolving research perspectives on the urban-rural fringe,with particular attention to how data-driven approaches that integrate official statistics,remote sensing imagery,points of interest,and mobile phone signaling data have advanced the characterization of fringe features,refined identification methods,and revealed emerging developmental trends through spatial clustering and machine learning classification.It proposes an integrated analytical framework encompassing administrative boundaries,economic metabolism,social activities,material infrastructure,and the ecological environment.The paper further examines the characteristics and emerging development trends of urban-rural fringe areas and advances a set of strategic directions to support urban-rural integration and more efficient resource allocation.These include expanding analytical dimensions,enhancing data integration,refining identification criteria,elucidating mechanisms of internal and external interactions,and strengthening interdisciplinary collaboration.Collectively,these efforts offer actionable insights for optimizing public service delivery,directing infrastructure investment in transportation and utilities,delineating ecological conservation boundaries,and implementing place-based socioeconomic revitalization strategies in the urban-rural fringe regions. 展开更多
关键词 urban-rural fringe urban-rural integration literature review urban planning analytical framework
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Global Integration of Traditional and Modern Medicine: Policy Developments, Regulatory Frameworks, and Clinical Integration Model
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作者 Gangadharan Thamizhoviya 《Future Integrative Medicine》 2025年第3期180-190,共11页
Globally,the integration of traditional medicine and modern medicine has been recognized as a global health priority aimed at improving healthcare accessibility,cultural relevance,and therapeutic effectiveness.This re... Globally,the integration of traditional medicine and modern medicine has been recognized as a global health priority aimed at improving healthcare accessibility,cultural relevance,and therapeutic effectiveness.This review systematically examines the global landscape of traditional medicine-modern medicine integration by analyzing policy developments,regulatory frameworks,and clinical implementation models across various regions,including Asia,Africa,Europe,and the USA.The scope of the review encompasses five key domains:(1)global policy initiatives,(2)regulatory and institutional frameworks,(3)clinical integration models,(4)impacts and outcomes of integrative practices,and(5)challenges and barriers to implementation.Based on peer-reviewed literature and official health policy documents published between 2000 and 2025,the present review investigates how countries have operationalized clinical integration models combining traditional and complementary medicine.Although interest in traditional and complementary medicine has grown worldwide,persistent challenges,such as limited scientific validation,lack of standardization,and professional resistance,continue to hinder progress.This review concludes that successful and sustainable integration requires evidence-based clinical approaches,inclusive regulatory reforms,and coordinated policy strategies.Countries such as China,India,and Brazil have made significant advances,offering valuable models for future implementation worldwide. 展开更多
关键词 Traditional medicine integration Health policy Regulatory frameworks Clinical integration models Modern medicine Traditional and complementary medicine
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Construction of a Teaching System Through School-enterprise Collaboration in an Integration and Innovation Framework:A Case Study of the Internet of Things Specialization in the Software Engineering Program
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作者 Jing Tang Donglai Fu +2 位作者 Jun Hong Guoyu Qi Yan Qiang 《计算机教育》 2025年第3期41-47,共7页
The advancement of Internet of Things(IoT)technology is driving industries toward intelligent digital transformation,highlighting the crucial role of software engineering.Despite this,the integration of software engin... The advancement of Internet of Things(IoT)technology is driving industries toward intelligent digital transformation,highlighting the crucial role of software engineering.Despite this,the integration of software engineering into IoT engineering education remains underexplored.To address this gap,the School of Software at North University of China,in collaboration with QST Innovation Technology Group Co.,Ltd.(QST),has developed an innovative educational mechanism.This initiative focuses on the software engineering IoT track and optimizes the teaching process through the outcome-based education(OBE)concept.It incorporates military-industrial characteristics,introduces advanced information and technology curricula,and enhances laboratory infrastructure.The goal is to cultivate innovative talents with unique capabilities,thereby fostering the comprehensive development and application of IoT technology. 展开更多
关键词 Software engineering IoT track School-enterprise collaboration integration and innovation framework Outcome-based education
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Framework for integration of SOA and Web2.0
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作者 左美云 张子柯 李倩 《Journal of Southeast University(English Edition)》 EI CAS 2007年第3期418-420,共3页
To avoid the isolation between the external and the internal information of enterprise information systems, a four-layer integrated framework is proposed on the basis of integrating Web2. 0 and the service- oriented a... To avoid the isolation between the external and the internal information of enterprise information systems, a four-layer integrated framework is proposed on the basis of integrating Web2. 0 and the service- oriented architecture (SOA), which contains the data layer, the service layer, the presentation layer and the collaboration layer. The presentation layer plays the key role, converging the external information from the collaboration layer to the inside of information system (IS), and diffusing the internal information from the service layer to public users. This framework can also illustrate how users contribute to producing new services, and how web services are integrated to collaborate with public users. 展开更多
关键词 framework information system service-oriented architecture Web2. 0 integration
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Comprehensive Study of Landslides through the Integration of Multi Remote Sensing Techniques: Framework and Latest Advances 被引量:9
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作者 钟成 李卉 +2 位作者 项伟 苏爱军 黄先锋 《Journal of Earth Science》 SCIE CAS CSCD 2012年第2期243-252,共10页
Detecting the timing and amount of deformation is critical for understanding the physical causes and eventually warning of possible landslide hazards. Monitoring of deformation of structures and ground surface displac... Detecting the timing and amount of deformation is critical for understanding the physical causes and eventually warning of possible landslide hazards. Monitoring of deformation of structures and ground surface displacements during landslides can be accomplished by using different types of systems and techniques. Besides geotechnical or physical techniques, remote sensing techniques can be classified as satellite techniques, photo-grammetric techniques, geodetic techniques, ground based techniques, and so on. To study and govern growing geological disasters in China, especially in the Three Gorges area, Three Gorges Research Center for Geo-hazard (TGRG) is establishing an infra structure to ef-fectively and comprehensively analyze the mechanism of landslide deformation, focused on the Huangtupo landslide, using of various ad-vanced monitoring systems and techniques. In this article, the framework and latest advances of integration of multi remote sensing techniques in the infrastructure are presented. Different remote sensing techniques, data processing and integrating methods, and the latest results are discussed in detail. At last, reviews on current work and suggestions for further work are put forward. 展开更多
关键词 LANDSLIDE remote sensing TGRG framework integration.
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Research on the Integration of Ideological and Political Education into Cybersecurity Postgraduate Courses:A Big Data-Driven Approach
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作者 Long Zhang Bing Xia +2 位作者 Ying Xing Qinghao Zhu Mingyang Ji 《国际计算机前沿大会会议论文集》 2025年第1期25-36,共12页
This paper investigates the integration of ideological and political education within cybersecurity postgraduate curricula.Through systematic analysis of pedagogical challenges and the integrated application of big da... This paper investigates the integration of ideological and political education within cybersecurity postgraduate curricula.Through systematic analysis of pedagogical challenges and the integrated application of big data analytics,AI-enhanced pedagogy,and data mining methodologies,we propose an innovative framework to synergize technical training with ethical cultivation.This approach aims to develop high-quality cybersecurity professionals equipped with moral integrity,technical expertise,and strategic compliance awareness,thereby advancing the cybersecurity industry’s sustainable development. 展开更多
关键词 Cybersecurity Talent Development Ideological–Political Curriculum integration AI-Driven Pedagogical framework Ethical–Technical Competency Modelling Cybersecurity Education Analytics
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Can the integration between urban and rural areas be realized?A new theoretical analytical framework
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作者 WANG Yi LU Yuqi ZHU Yingming 《Journal of Geographical Sciences》 SCIE CSCD 2024年第1期3-24,共22页
Urban-rural integration is an advanced form resulting from the future evolution of urban-rural relationships.Nevertheless,little research has explored whether urban and rural areas can move from dual segmentation to i... Urban-rural integration is an advanced form resulting from the future evolution of urban-rural relationships.Nevertheless,little research has explored whether urban and rural areas can move from dual segmentation to integrated development from a theoretical or empirical perspective.Based on the research framework of welfare economics,which offers an appealing paradigm to frame the underlying game between cities and villages,this study clarifies the ideal state of urban-rural integration.It then proposes a series of basic assumptions,and constructs a corresponding objective function and its constraints.Moreover,it assesses the possibility of seeing the transmutation from division to integration between urban and rural areas with continuous socio-economic development.The authors argue that the ideal state of urban-rural integration should be a Pareto-driven optimal allocation of urban-rural resources and outputs,and the maximization of social welfare in the entire region.Based on a systematic demonstration using mathematical models,the study proposes that urban and rural areas can enter this ideal integrated development pattern when certain parameter conditions are met.In general,this study demonstrates the theoretical logic and scientific foundations of urban-rural integration,enriches theoretical studies about urban-rural relationships,and provides basic theoretical support for large developing countries to build a coordinated and orderly urban-rural community with a shared future. 展开更多
关键词 urban-rural integration development ideal state parameter conditions welfare economics theoretical framework
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Geospatial Technology Integration in Smart City Frameworks for Achieving Climate Neutrality by 2050: A Case Study of Limassol Municipality, Cyprus
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作者 Antonis Papantoniou Chris Danezis Diofantos Hadjimitsis 《Journal of Geographic Information System》 2024年第1期44-60,共17页
This study investigated the integration of geospatial technologies within smart city frameworks to achieve the European Union’s climate neutrality goals by 2050. Focusing on rapid urbanization and escalating climate ... This study investigated the integration of geospatial technologies within smart city frameworks to achieve the European Union’s climate neutrality goals by 2050. Focusing on rapid urbanization and escalating climate challenges, the research analyzed how smart city frameworks, aligned with climate neutrality objectives, leverage geospatial technologies for urban planning and climate action. The study included case studies from three leading European cities, extracting lessons and best practices in implementing Climate City Contracts across sectors like energy, transport, and waste management. These insights highlighted the essential role of EU and national authorities in providing technical, regulatory, and financial support. Additionally, the paper presented the application of a WEBGIS platform in Limassol Municipality, Cyprus, demonstrating citizen engagement and acceptance of the proposed geospatial framework. Concluding with recommendations for future research, the study contributed significant insights into the advancement of urban sustainability and the effectiveness of geospatial technologies in smart city initiatives for combating climate change. 展开更多
关键词 Smart Cities Geospatial Technologies Smart City frameworks Geospatial integration
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An Integration Framework for Digital Progressive Die Design and Manufacturing
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作者 A. Y. C. Nee 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S1期55-61,共7页
This paper reports an effort to develop an intelligent integration framework for digital progressive die design and manufacturing. Both data-and process-centric integration functions are provided by the framework as i... This paper reports an effort to develop an intelligent integration framework for digital progressive die design and manufacturing. Both data-and process-centric integration functions are provided by the framework as if a special ight-weight PDM/PLM (Product Data Management/Product Lifecycle Management) and WM (Workflow Management) system is embedded in the integrated engineering environment. A flexible integration approach based on the CAD (Computer-Aided Design) framework tenet is employed to rapidly build up the system while the intrinsic characteristics of the process are comprehensively taken into account. Introduction of this integration framework would greatly improve the dynamic performance of the overall progressive die design and manufacturing process. 展开更多
关键词 PROGRESSIVE DIE DIGITAL manufacturing PRODUCT data integration process integration integration FRAME
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Financial Vulnerability, Capital Flow Reversals, and Divergence Macro-Prudential Policies Posing Challenges to the ASEAN Banking Integration Framework (ABIF)
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作者 Mohd Yaziz Mohd Isa Yap Voon Choong +1 位作者 David Yong Gunn Fie Md. Zabid Haji Abdul Rashid 《Journal of Modern Accounting and Auditing》 2016年第5期250-267,共18页
Against the prevailing background of an unusual capital flow reversal which is posing immense challenges to the integration of the region's banking sector, this study measures macro-prudential instruments affecting t... Against the prevailing background of an unusual capital flow reversal which is posing immense challenges to the integration of the region's banking sector, this study measures macro-prudential instruments affecting the implementation of an integrated financial service industry. This study is important at times when domestic and country-based financial policies are directed at competing goals. The interaction of macro-prudential policies with other policies, in particular monetary policies and micro-prudential policies is crucial to address systemic risk involved. There is growing recognition that prudential policies tools interact and coordinate with one another. To utilize multiple instruments seems to provide a greater assurance of effectiveness by tackling risk from various angles. As such, this study also assesses the interactions of the policies. The study also proposes a baseline model to capture systemic risk due to liquidity risk and risk because of currency devaluation. 展开更多
关键词 capital flow reversals macro-prudential policies ASEAN Banking integration framework (ABIF)
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Integrating Ideological Education With Competency Cultivation:Teaching Practices for an Intercultural Communication Course Under the New Liberal Arts Background
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作者 WU Yuan 《Sino-US English Teaching》 2026年第1期10-16,共7页
This study investigates how to pedagogically integrate ideological education with competency development in the Intercultural Communication course,a challenge arising from China’s dual reform contexts of the New Libe... This study investigates how to pedagogically integrate ideological education with competency development in the Intercultural Communication course,a challenge arising from China’s dual reform contexts of the New Liberal Arts initiative and the national curriculum ideology policy.As global interactions intensify,cultivating foreign language professionals who possess both firm cultural confidence and sophisticated intercultural competence have become a critical educational imperative.This exploratory study investigates how a three-dimensional“Value-Knowledge-Competency”framework can guide the redesign of course content,task design,and assessment to achieve organic fusion.Drawing on qualitative data from a case study,it analyzes specific implementation pathways,synthesizes teacher and student feedback,and discusses the resultant challenges and broader implications for foreign language curriculum reform.The findings suggest that such an integrated approach can effectively synergize value guidance with skill cultivation,though its success hinges on overcoming issues related to pedagogical naturalness,resource allocation,and standardized evaluation. 展开更多
关键词 New Liberal Arts ideological-political education Intercultural Communication teaching practice integrated framework
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Research and Development on Manufacturing Enterprise Integration Framework
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作者 Zhang Jinsong Liu Qinghua Wang Qifu Wan Li Xiong Tifan Zhong Yifang CAD Center, Huazhong University of Science and Technology, Wuhan, 430074, China 《Computer Aided Drafting,Design and Manufacturing》 2002年第2期44-55,共12页
Currently many enterprises have established some independent application systems such as CAD, CAPP, CAE and so on. Enterprise information integration makes these information islands connected, and thereby forms a unif... Currently many enterprises have established some independent application systems such as CAD, CAPP, CAE and so on. Enterprise information integration makes these information islands connected, and thereby forms a uniform enterprise-wide information environment. First this paper discusses the main research contents of enterprise integration. Then the author introduces an Internet-based configurable and open information integration framework, and presents a multi-tier integration architecture based on reusable component. Finally a development case of enterprise integration framework is introduced. 展开更多
关键词 enterprise integration information integration framework multi-tier application architecture
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The Impact of Industry-Education Integration on College Students’ Motivation to Learn English under the TPACK Framework
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作者 Xiaochao Yao 《Journal of Contemporary Educational Research》 2024年第8期181-187,共7页
This paper explores the impact of industry-education integration on students’motivation in college English courses under the TPACK(Technological Pedagogical Content Knowledge)framework using a comprehensive approach ... This paper explores the impact of industry-education integration on students’motivation in college English courses under the TPACK(Technological Pedagogical Content Knowledge)framework using a comprehensive approach combining quantitative and qualitative methods.Quantitative data analysis indicates a significant positive correlation between the perception of industry-education integration and the level of student learning motivation.There is also a clear association between the perception scores of TPACK framework integration and learning motivation.Qualitative data analysis reveals students’positive experiences and recognition of the TPACK framework integration in practical application projects.The study concludes that industry-education integration and the TPACK framework play a crucial role in enhancing students’learning motivation.It suggests optimizing teaching practices through faculty training,designing practical application projects,and promoting student interaction.This comprehensive analysis provides substantial guidance for the future development of English courses. 展开更多
关键词 Industry-education integration TPACK framework Learning motivation English learning
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Security integrated framework for semantic web based on social intelligence
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作者 孟庆华 丁永生 《Journal of Southeast University(English Edition)》 EI CAS 2006年第3期409-412,共4页
An integrated security framework for a semantic web is proposed based on the social intelligence of an individual's avoiding harm and preserving transaction logic-integrity. The framework extends the semantic web mod... An integrated security framework for a semantic web is proposed based on the social intelligence of an individual's avoiding harm and preserving transaction logic-integrity. The framework extends the semantic web model and controls the dynamic security of semantic web services, such as trust, logic and reasoning. It includes four layers, that is, a trust entrance layer, a social intelligence layer, a transaction layer, and a TCP/IP security protocols layer. The trust entrance layer deals with trustable features from users. Social intelligence layer is responsible for logical questions for a semantic web. The transaction layer carries out transaction reasoning. And the TCP/IP security protocols layer ensures security communication. These layers can cooperate to build closed-security-ring with different security grades. The integrated security framework provides an integrated security method for semantic web flow so that it is universal for various semantic web technologies. 展开更多
关键词 integrated security framework social intelligence closed-security-ring security-channel semantic web
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Sustainable development and geospatial information:a strategic framework for integrating a global policy agenda into national geospatial capabilities 被引量:18
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作者 Greg Scott Abbas Rajabifard 《Geo-Spatial Information Science》 SCIE EI CSCD 2017年第2期59-76,共18页
The 2030 Agenda for Sustainable Development provides a new global policy to guide the way countries collectively manage and transform the social,economic,and environmental dimensions of people and the planet over the ... The 2030 Agenda for Sustainable Development provides a new global policy to guide the way countries collectively manage and transform the social,economic,and environmental dimensions of people and the planet over the next 15 years.Achieving sustainable development presents all countries and the global policy community with a set of significant development challenges that are almost entirely geographic in nature.Many of the issues impacting sustainable development can be analyzed,modeled,and mapped within a geographic context,which in turn can provide the integrative framework necessary for global collaboration,consensus and evidence-based decision-making.However,and despite significant advances in geospatial information technologies,there is a lack of awareness,understanding and uptake,particular at the policy and decision-making level,of the vital and integrative role of geospatial information and related enabling architectures such as National Spatial Data Infrastructures.This paper reasons that the role of geospatial information in contributing to sustainable development has not adequately been described by either the sustainable development policy practice or by the geospatial professional community.This lack of policy and guidance,with commensurate critical gaps and connection points with national geospatial frameworks,is a visible impediment to developing countries and those most affected by the challenges and need to achieve sustainable development.The global geospatial community now has a unique opportunity to integrate and connect geospatial information into the global development agenda in a more holistic and sustainable manner,specifically in contributing their data resources toward measuring and monitoring the 17 Sustainable Development Goals,and their 169 associated targets,through the global indicator framework that anchors the 2030 Agenda for Sustainable Development.This paper introduces and discusses a new strategic framework for linking a global policy to national geospatial capabilities. 展开更多
关键词 Sustainable development sustainable development goals(SDGs)geospatial information data integration strategic framework geography national spatial data infrastructure(NSDI)
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Integrated electrocatalysts derived from metal organic frameworks for gas-involved reactions 被引量:3
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作者 Yuke Song Wenfu Xie +1 位作者 Mingfei Shao Xue Duan 《Nano Materials Science》 EI CAS CSCD 2023年第2期161-176,共16页
Integrated electrocatalysts(IECs)containing well-defined functional materials directly grown on the current collector have sparked increasing interest in the fields of electrocatalysis owing to efficient activity,high... Integrated electrocatalysts(IECs)containing well-defined functional materials directly grown on the current collector have sparked increasing interest in the fields of electrocatalysis owing to efficient activity,high stability and the fact that they are easily assembled into devices.Recently,metal organic frameworks(MOFs)provide a promising platform for constructing advanced IECs because of their properties of low cost,large surface area and efficient structural tunability.In this review,the design principles of state-of-the-art IECs based on MOFs are presented,including by hydrothermal/solvothermal,template-directed,electrospinning,electrodeposition and other methods.The high performance of MOF-derived IECs has also been demonstrated in electrocatalytic gasinvolved reactions.This is promising for green energy storage and conversion.The structure-activity relationship and performance improvement mechanism of IECs are uncovered by discussing some in situ technologies for IECs.Finally,we provide an outlook on the challenges and prospects in this booming field. 展开更多
关键词 integrated electrocatalyst Metal organic framework Structure-activity relationship Gas-involved reaction
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应用COSO-ERM的重症监护室医院感染风险评估
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作者 史瑀 黄珊珊 +2 位作者 郑智 王琪 殷翠香 《中国医药科学》 2025年第20期168-172,共5页
目的采用企业风险管理-整合框架(COSO-ERM)对重症监护室(ICU)进行医院感染风险评估,明确感染风险管理优先控制项目,提高ICU医院感染管理水平。方法根据2023年ICU各项医院感染相关指标,对科室进行危险因素的风险识别,确定风险指标(管理... 目的采用企业风险管理-整合框架(COSO-ERM)对重症监护室(ICU)进行医院感染风险评估,明确感染风险管理优先控制项目,提高ICU医院感染管理水平。方法根据2023年ICU各项医院感染相关指标,对科室进行危险因素的风险识别,确定风险指标(管理风险指标、过程风险指标、结果风险指标),并对ICU医院感染管理进行风险评估和风险评价,确定风险等级,根据风险等级构建COSO-ERM管理体系,评价风险评估前后效果。结果所有指标中,2024年呼吸机使用率、导尿管使用率、中心静脉导管使用率、医院感染例次率、呼吸机相关肺炎(VAP)和导尿管相关尿路感染(CAUTI)均较2023年有所下降,差异均有统计学意义(P<0.05)。结论采用COSO-ERM对ICU医院感染管理进行风险评估效果良好,其可以针对薄弱环节制定控制措施,为医院感染管理提供科学有效保证。 展开更多
关键词 企业风险管理-整合框架 重症监护室 医院感染 风险评估
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Development vs.conservation in limited urban sprawl:An integrated framework for resolving the urban boundary dilemma in China 被引量:3
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作者 SONG Xiangxiang ZHANG Zuo +1 位作者 WANG Zhe LIU Yanzhong 《Journal of Geographical Sciences》 SCIE CSCD 2024年第7期1371-1393,共23页
The strategic delineation of the urban development boundary(UDB)is an effective initiative for efficient land resource allocation and for facilitating planned urban development.To align with sustainable development ob... The strategic delineation of the urban development boundary(UDB)is an effective initiative for efficient land resource allocation and for facilitating planned urban development.To align with sustainable development objectives,UDB definitions have evolved to reconcile urban development with ecological preservation.This study presents a UDB delineation framework from an integrated perspective that incorporates both demand-oriented and comprehensive constraints.Specifically,the urban construction land demand area was estimated based on population projections,meanwhile,the ecological red line(ERL)was delineated and integrated into the evaluation of the construction land suitability.Subsequently,with the demand area as the simulation target and unsuitable areas as comprehensive constraints,the UDB was delineated by simulating future land use patterns.The proposed framework was applied to Wuhan,a rapidly urbanizing city in central China,where the delineation of the UDB serves the dual purpose of managing the rapid expansion of built-up land and achieving a harmonious balance between urban development imperatives and ecological protection goals.Moreover,based on the results and analysis,policy implications for the rational spatial planning of Wuhan were proposed,encompassing the spatial patterns and scientific decision-making in ecological conservation and urban development.The results demonstrate that the efficacy of adopting a comprehensive perspective in delineating UDB effectively reconciles the competing needs of urban development and conservation.The framework and the policy insights derived in this study could inform spatial planning efforts not only in Wuhan but also in other cities facing the dilemma of urban development and ecological protection. 展开更多
关键词 urban development boundary(UDB) ecological red line(ERL) urban land suitability land use simulation integrated framework spatial decision-making
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Ethical framework for artificial intelligence in healthcare research:A path to integrity 被引量:1
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作者 Ahmad A Abujaber Abdulqadir J Nashwan 《World Journal of Methodology》 2024年第3期1-6,共6页
The integration of Artificial Intelligence(AI)into healthcare research promises unprecedented advancements in medical diagnostics,treatment personalization,and patient care management.However,these innovations also br... The integration of Artificial Intelligence(AI)into healthcare research promises unprecedented advancements in medical diagnostics,treatment personalization,and patient care management.However,these innovations also bring forth significant ethical challenges that must be addressed to maintain public trust,ensure patient safety,and uphold data integrity.This article sets out to introduce a detailed framework designed to steer governance and offer a systematic method for assuring that AI applications in healthcare research are developed and executed with integrity and adherence to medical research ethics. 展开更多
关键词 Artificial intelligence Ethical framework Healthcare research Ethical Principles integrITY Patient safety
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Density peaks clustering based integrate framework for multi-document summarization 被引量:3
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作者 BaoyanWang Jian Zhang +1 位作者 Yi Liu Yuexian Zou 《CAAI Transactions on Intelligence Technology》 2017年第1期26-30,共5页
We present a novel unsupervised integrated score framework to generate generic extractive multi- document summaries by ranking sentences based on dynamic programming (DP) strategy. Considering that cluster-based met... We present a novel unsupervised integrated score framework to generate generic extractive multi- document summaries by ranking sentences based on dynamic programming (DP) strategy. Considering that cluster-based methods proposed by other researchers tend to ignore informativeness of words when they generate summaries, our proposed framework takes relevance, diversity, informativeness and length constraint of sentences into consideration comprehensively. We apply Density Peaks Clustering (DPC) to get relevance scores and diversity scores of sentences simultaneously. Our framework produces the best performance on DUC2004, 0.396 of ROUGE-1 score, 0.094 of ROUGE-2 score and 0.143 of ROUGE-SU4 which outperforms a series of popular baselines, such as DUC Best, FGB [7], and BSTM [10]. 展开更多
关键词 Multi-document summarization integrated score framework Density peaks clustering Sentences rank
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